N

where N is the dimension of the signal (N = 2 for images and N = 3 for volumes). However, two important elements remain: how to define the orthogonal directions ek and the coefficients yk so that the equation describes a useful adaptive filter.

By expressing the squared inner product (êjT û)2 as the inner product of two outer products ( êkêk, ûûk )